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Nonparametric analysis of financial portfolio performance

Author

Listed:
  • Laurens Cherchye
  • Bram De Rock
  • Dieter Saelens

Abstract

We propose a nonparametric method to assess financial portfolio performance that naturally integrates the well-known Sharpe ratio. The method produces an intuitive “efficiency” measure that quantifies the evaluated household’s portfolio performance relative to the observed performance of other (best performing) households. It allows us to account for cross-household variation in risk-free return rates and to mitigate the impact of outlier behavior. We use our method to analyze the financial portfolio performance of Belgian households, using data from the 2010, 2014 and 2017 waves of the Household Finance and Consumption Survey. We report significant crosssectional variation in portfolio efficiency. Highly educated, non-retired and wealthier households generally achieve higher levels of efficiency, as do households with a female head. We also report that households improve their performance over time, suggesting a learning-by-doing effect.

Suggested Citation

  • Laurens Cherchye & Bram De Rock & Dieter Saelens, 2024. "Nonparametric analysis of financial portfolio performance," Working Papers ECARES 2024-08, ULB -- Universite Libre de Bruxelles.
  • Handle: RePEc:eca:wpaper:2013/374531
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    References listed on IDEAS

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    Keywords

    household finance; benchmarking; mean-variance portfolios; Sharpe ratio; nonparametric method;
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